Design of Optical Character Recognition Using Neural Network - Softcover

Dua, Dr. Rakhi

Softcover

ISBN 10: 6207473973 ISBN 13: 9786207473977

Verlag: LAP LAMBERT Academic Publishing, 2024

Inhaltsangabe

Optical Character Recognition (OCR) utilizing neural networks is a transformative technology enabling the automatic extraction of text from images. By leveraging deep learning architectures such as Convolutional Neural Networks (CNNs) and recurrent networks like Long Short-Term Memory (LSTM) models, OCR systems can efficiently process complex visual data and accurately transcribe it into machine-readable text. This process involves training the neural network on labeled image-text pairs, enabling it to learn the intricate patterns and structures inherent in characters and words. Through iterative training and validation, the OCR model refines its ability to recognize text across various fonts, languages, and styles. Once trained, these models can be deployed in diverse applications, from digitizing historical documents to enhancing accessibility for visually impaired individuals, marking a significant advancement in information processing and accessibility.

Über diesen Titel

Über die Autorin bzw. den Autor

Dr. Rakhi Dua is B.Tech, M.Tech and PhD in Electronics and Communication Engineering. Her area of expertise is Electromagnetic Theory, Digital Signal Processing, Optical Communication. She has also done M.B.A in Human Resource Management. She has been in teaching from last 15 years and presently working at K.R Mangalam University, Gurgaon, Haryana.

Details zur Ausgabe

• Verlag: LAP LAMBERT Academic Publishing
• Erscheinungsdatum: 2024
• Sprache: Englisch
• ISBN 10: 6207473973
• ISBN 13: 9786207473977
• Einband: Taschenbuch
• Anzahl der Seiten: 92
• Kontakt zum Hersteller: Nicht verfügbar
• Verantwortliche Person: SIA OmniScriptum Publishing; customerservice@vdm-vsg.de; ; Brivibas gatve 197; Riga; 1039; Lettland